04-1: Ensemble Learning - Overview
고려대학교 일반대학원 산업경영공학과 비즈니스 애널리틱스 4장: Ensemble Learning Part 7: Overview https://github.com/pilsung-kang/Busin...

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04-2: Ensemble Learning - Bias-Variance Decomposition (앙상블 - 편향과 분산)

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05-1: Semi supervised Learning - Overview

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04-7: Ensemble Learning - XGBoost (앙상블 기법 - XGBoost)

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Gaussian Mixture Model (GMM) & E-M Algorithm
![[데세 TV] 데이터마이닝의 개요](https://i.ytimg.com/vi/wm_RAjYvzSU/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLBGYZGs5syKOMI1yTSgRI-WXAvG8w)
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[데세 TV] 데이터마이닝의 개요

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04-9: Ensemble Learning - CatBoost (앙상블 기법 - CatBoost)

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04-6: Ensemble Learning - Gradient Boosting Machine (GBM) (앙상블 기법-그래디언트 부스팅)

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Ensemble (Boosting, Bagging, and Stacking) in Machine Learning: Easy Explanation for Data Scientists
![[비전공자 AI] 앙상블 기법, ensemble](https://i.ytimg.com/vi/Fh_BOqwdH7I/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLASYhRZIOU_q30174XC1XCjjEexkw)
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[비전공자 AI] 앙상블 기법, ensemble

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04-4: Ensemble Learning - Random Forests (앙상블 - 랜덤포레스트)
![[핵심 머신러닝] 랜덤포레스트 모델](https://i.ytimg.com/vi/lIT5-piVtRw/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLCeGIuSY9-upwU5kbGa-9nY73jw7w)
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[핵심 머신러닝] 랜덤포레스트 모델
![[핵심 머신러닝] 로지스틱회귀모델 1 (로지스틱함수, 승산)](https://i.ytimg.com/vi/l_8XEj2_9rk/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLCUWgOhzUlMv580ErOfIgh_ufJDDA)
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[핵심 머신러닝] 로지스틱회귀모델 1 (로지스틱함수, 승산)

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04-3: Ensemble Learning - Bagging (앙상블 - 배깅)
![[인공지능 15강] XG 부스트 (XGB)](https://i.ytimg.com/vi/sqfryPd5EL8/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLDhdqu6srJOwXhtr9jGD018fkE3mQ)
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[인공지능 15강] XG 부스트 (XGB)

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04-8: Ensemble Learning - LightGBM (앙상블 기법 - LightGBM)
![[원리와응용 2025] Lecture 1. Introduction to Data Science](https://i.ytimg.com/vi/nPChC8lDu2U/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLBAePYvPWPDiODC0aZtmz7ttp8Ueg)
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[원리와응용 2025] Lecture 1. Introduction to Data Science
![[핵심 머신러닝] Boosting](https://i.ytimg.com/vi/GciPwN2cde4/hqdefault.jpg?sqp=-oaymwE9CNACELwBSFryq4qpAy8IARUAAAAAGAElAADIQj0AgKJDeAHwAQH4Af4EgALgA4oCDAgAEAEYZSBlKGUwDw==&rs=AOn4CLAVLxr9-t8srOGw30pLrQJpAvVVXA)
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[핵심 머신러닝] Boosting
![인공지능, 딥러닝을 알고싶다면 이 영상을 보세요 (보이저엑스 남세동 대표) [인공지능 시리즈 1/3]](https://i.ytimg.com/vi/CA5Ggqg5x6o/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLAobZ8Wgv7qbbq8a2bBgrFQCis8kg)
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인공지능, 딥러닝을 알고싶다면 이 영상을 보세요 (보이저엑스 남세동 대표) [인공지능 시리즈 1/3]
![[핵심 머신러닝 ] 의사결정나무모델 2 (분류나무, Information Gain)](https://i.ytimg.com/vi/2Rd4AqmLjfU/hqdefault.jpg?sqp=-oaymwEjCNACELwBSFryq4qpAxUIARUAAAAAGAElAADIQj0AgKJDeAE=&rs=AOn4CLBAMHreWvWGcWpUYiq8lbT_BrHTkA)
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